Comments (2)
Hi @spatts14 !
This is not a silly question in my opinion, as it is not evident from the tutorial. I am not a developer of the package, but I came up with a workaround.
from anndata import AnnData
from pandas import DataFrame
def get_tangram_predictions(adata: AnnData, perc=0, inplace=True) -> AnnData | DataFrame:
tg_ct_pred = adata.obsm["tangram_ct_pred"]
tg_ct_pred = tg_ct_pred.clip(
tg_ct_pred.quantile(perc), tg_ct_pred.quantile(1 - perc), axis=1
)
tg_ct_pred = (tg_ct_pred - tg_ct_pred.min()) / (tg_ct_pred.max() - tg_ct_pred.min())
df = DataFrame()
df["tangram_prediction"] = tg_ct_pred.idxmax(axis=1)
df["tangram_score"] = tg_ct_pred.apply(lambda x: max(x), axis=1)
if inplace:
adata.obs = adata.obs.join(df)
return adata
return df
This function is inspired by the construct_obs_plot function, which is hidden inside of the plot_cell_annotation_sc function, which plots the predicted annotations.
If you pass inplace=True
, then the function will populate adata.obs with two new columns, called "tangram_prediction" and "tangram_score". Otherwise the function will return a dataframe with those columns.
Hope this helps,
Vasily
from tangram.
Thanks so much for your feedback! Sorry for the late response I somehow missed this. Really appreciate your detailed work around @tsvvas
from tangram.
Related Issues (20)
- Can we have an API as batch size for the integration method? HOT 3
- No attribute 'pp_adatas' in tangram HOT 2
- Possible to use multiple single cell datasets in Tangram? HOT 3
- Cannot find correspondence of the input data HOT 1
- question about training genes HOT 1
- Some questions about best practices HOT 1
- Attribute error : module 'tangram' has no attribute 'map_cells_to_space' HOT 2
- scRNAseq cells < spatial cells, curious about how mapping works HOT 3
- Unexpected behaviour HOT 1
- Question about acceptable AUC, improving AUC HOT 1
- potential overfitting HOT 5
- Interpretation of tangram_ct_pred HOT 2
- Option "enforce gene lowercase" HOT 1
- error when sq.im.segment
- Tangram Deconvolution HOT 1
- Using Integrated single cell data for alignment
- AttributeError: module 'tangram' has no attribute 'pp_adatas'
- Sparsity_sc and sparsity_sp = 0
- Please explain `project_cell_annotations`
- Running time for Tangram
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from tangram.